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Targeted anti-angiogenic therapy in metastatic renal cell carcinoma and methodological improvements in assessment of therapeutic response with imaging biomarkersVinayan, Anup January 2018 (has links)
Background: Drugs targeting angiogenic pathway remain the mainstay of treatment for metastatic renal cell carcinoma (mRCC). Tyrosine Kinase Inhibitors (TKI) as Sunitinib, Pazopanib as single agents and humanised monoclonal antibody bevacizumab (Bev) in combination with Interferon- α2a (IFN) have established as the first-line therapy for mRCC. Despite improvements in treatment, there are multiple questions which remain unanswered. In the combination of Bev and IFN, the respective role of each drug and whether any additional anti-angiogenic activity is gained by adding IFN to Bev remains unknown. As the clinical benefit obtained with these cytostatic agents does not always correlate with the conventional response assessment techniques as RECIST, it is necessary to reconsider the methods by which we assess benefit from these therapies. In this thesis, I report three studies aiming to answer these questions. Methods: With the clinical trial reported here, I explore whether Bev induced changes in vascular parameters measured by Dynamic Contrast Enhanced MRI (DCE-MRI) is significantly enhanced by the addition of IFN. In a phase II, randomised, open labelled, multicentre trial, treatment naïve mRCC patients were randomised to receive Bev on its own or in combination with a low dose (3MU) or standard dose (9MU) IFN. DCE-MRI was used to assess the changes in vascularity with the primary endpoint being, changes in transfer coefficient (Ktrans) after six weeks of treatment. I also report two retrospective imaging-based studies, using contrast-enhanced CT scans, performed to improve the methodology of response assessment for these antiangiogenic therapeutics. Here I explore the use of a) combining changes in size and arterial phase contrast enhancement measured using CT scan and b) changes in CT texture as methods of therapeutic response assessment in mRCC patients treated with TKI. Results: With the phase 2 clinical trial, we faced significant difficulty in recruitment as a result of restrictions in access to treatment in NHS, other competing studies and restrictions proposed by the DCE-MRI inclusion criteria. With slow recruitment, an unplanned analysis was performed after 21 patients were recruited. Analysis of primary endpoint showed no trend in the difference between arms with no correlation found between change in Ktrans and addition of IFN to bevacizumab. Effect size analysis performed due to the small numbers recruited failed to show any significance in the observed difference in Ktrans. Change in Ktrans and Kep may identify a group of patients likely to have PFS > 6 months, but this observation needs to evaluation in a larger sample size. Measuring size and change in arterial phase enhancement retrospectively using CT, a new criterion "modified" Choi, which prerequisite a combination of a decrease in arterial phase density by 15% and a decrease in size by 10% for response was proposed. Response assessment was measured with RECIST, Choi and modified Choi individually in 20 evaluable patients retrospectively and clinical benefit compared with Kaplan-Meier statistics and Log-Rank test. Response assessment as defined by the modified Choi criteria successfully identified patients who received clinical benefit from the treatment. Time to progression (TTP) was 448 days for the partial response and 89 days for stable disease as per the new criteria which were statistically significant with a p-value of 0.002. The second retrospective analysis explored the textural changes in enhanced CT scan. Performed in collaboration with researchers from Brighton University who developed the software algorithm used to assess changes in entropy and uniformity, 87 metastases from 39 patients with mRCC were analysed at baseline and after two cycles of TKI treatment. Textural parameters and response assessment criteria were correlated with TTP. After two cycles of TKI, the decrease in tumour entropy was 3%-45%, and increase in uniformity was 5%-21%. At a threshold change of -2% with uniformity, on a coarse scale of 2.5, the textural change was able to separate responders from non-responders. With Kaplan-Meier analysis comparing all four criteria, the percentage change in uniformity was statistically more significant than for RECIST, Choi, and Modified Choi criteria. Cox regression analysis showed that texture uniformity was an independent predictor of time to progression. Discussion: With the studies reported here, I was able to demonstrate the importance of improving the methodology in assessment of therapeutic response to targeted anti-angiogenic therapy in metastatic renal cell carcinoma. Even though the clinical trial, terminated early due to slow recruitment, did not reach its primary endpoint, changes in other vascular parameters as Kep combined with changes Ktrans showed tendency towards identifying a group of patients who derived clinical benefit of >6months with these therapies. This is particularly exciting as given the vascular stabilisation effect proposed for bevacizumab, the effusion parameter Kep may be a better tool in assessing response rather than Ktrans and warrants further assessment in a larger cohort. Modified choi criterion and textural analysis are two important methodological improvements in response assessment of cytostatic anti-angiogenic therapy. In the analyses reported here, both techniques have shown superiority over RECIST in response assessment and differentiating mRCC patients who is likely to gain clinical benefit by TKI therapy. Validation of these criteria on a larger patient cohort is important. As these criterions are assessed on standard enhanced CT scans, incorporating these criteria, especially modified choi criterion, as part of standard CT assessment could be performed and will provide a real world validation. Retrospective assessment using larger cohort of patients from previous phase 3 trials or inclusion of these parameters prospectively in phase 3 trials would also help us in evaluating these modalities further.
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Contrast-enhanced magnetic resonance liver image registration, segmentation, and feature analysis for liver disease diagnosisOh, Ji Hun 13 November 2012 (has links)
The global objectives of this research are to develop a liver-specific magnetic resonance (MR) image registration and segmentation algorithms and to find highly correlated MR imaging features that help automatically score the severity of chronic liver disease (CLD). For a concise analysis of liver disease, time sequences of 3-D MR images should be preprocessed through an image registration to compensate for the patient motion, respiration, or tissue motion. To register contrast-enhanced MR image volume sequences, we propose a novel version of the demons algorithm that is based on a bi-directional local correlation coefficient (Bi-LCC) scheme. This scheme improves the speed at which a convergent sequence approaches to the optimum state and achieves the higher accuracy. Furthermore, the simple and parallelizable hierarchy of the Bi-LCC demons can be implemented on a graphics processing unit (GPU) using OpenCL. To automate segmentation of the liver parenchyma regions, an edge function-scaled region-based active contour (ESRAC), which hybridizes gradient and regional statistical information, with approximate partitions of the liver was proposed. Next, a significant purpose in grading liver disease is to assess the level of remaining liver function and to estimate regional liver function. On motion-corrected and segmented liver parenchyma regions, for quantitative analysis of the hepatic extraction of liver-specific MRI contrast agent, liver signal intensity change is evaluated from hepatobiliary phases (3-20 minutes), and parenchymal texture features are deduced from the equilibrium (3 minutes) phase. To build a classifier using texture features, a set of training input and output values, which is estimated by experts as a score of malignancy, trains the supervised learning algorithm using a multivariate normal distribution model and a maximum a posterior (MAP) decision rule. We validate the classifier by assessing the prediction accuracy with a set of testing data.
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Perfusion imaging and tissue biomarkers for colorectal cancerHill, Esme January 2015 (has links)
<b>Background:</b> Systemic chemotherapy and radiotherapy play an important role in the treatment of colorectal cancer. Tumour perfusion and oxygenation is known to influence radiosensitivity and chemosensitivity. In this thesis, I propose that the evaluation of changes in tumour perfusion using perfusion CT (pCT) and dynamic contrast-enhanced (Dce) MRI can guide the rational sequencing of drugs and radiation. <b>Methods:</b> Dce-MRI and pCT scans were incorporated into a clinical trial of hypofractionated pelvic radiotherapy and nelfinavir in 10 patients with rectal cancer. Toxicity and tissue biomarkers (tumour cell density, microvessel density, CAIX, HIF1-alpha, phospho-Akt and phospho-PRAS40) were evaluated. pCT liver scans were incorporated into an imaging study in patients with colorectal liver metastases randomised to receive either oxaliplatin/ 5FU chemotherapy or oxaliplatin/ 5FU chemotherapy plus selective internal radiotherapy. <b>Results:</b> After 7 days of nelfinavir concurrent with hypo-fractionated pelvic radiotherapy, there was a mean 42% increase in median K<sup>trans</sup> (P=0.03, paired t test) on Dce-MRI and a median 30% increase in mean blood flow on pCT (P=0.028, Wilcoxon Rank Sum), although no statistically significant changes in perfusion parameters were demonstrated after 7 days of nelfinavir prior to radiotherapy. The feasibility of evaluating tumour cell density in rectal biopsies before and after radiotherapy and a radiosensitising drug as an early endpoint of response was demonstrated. In patients with colorectal liver metastases who received oxaliplatin and modified de Gramont chemotherapy alone, after 4 cycles of chemotherapy, a 28% decrease in the mean hepatic arterial fraction was observed (P=0.018, paired t test). Between pCT scans 2 days before SIRT and 39-47 days following SIRT and continued 2-weekly chemotherapy, there was a mean 62% (P=0.009) reduction in Blood Flow and 61% (P=0.006) reduction in Blood Volume (paired t test). <b>Conclusions</b> This research does not support the hypothesis that nelfinavir before radiotherapy improves blood flow to human rectal cancer. Increases in rectal tumour perfusion during radiotherapy and concurrent nelfinavir are likely to be primarily explained by the acute biological effects of radiation. Four or more cycles of oxaliplatin and modified de Gramont chemotherapy may result in changes in tumour perfusion of colorectal liver metastases which would be detrimental to subsequent radiotherapy. Selective internal radiotherapy resulted in substantial reductions in tumour perfusion 39-47 days after the treatment. Perfusion imaging can be used to detect changes in tumour perfusion in response to radiotherapy and systemic therapy which have implications for the sequencing of therapies.
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Computer-Aided Detection of Malignant Lesions in Dynamic Contrast Enhanced MRI Breast and Prostate Cancer DatasetsWoods, Brent J. 11 September 2008 (has links)
No description available.
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Imagerie fonctionelle corps entier dans les hémopathies lymphoïdesLin, Chieh 11 December 2009 (has links)
Trois aspects principaux de l'imagerie fonctionnelle corps entier dans les hémopathies lymphoïdes ont été étudiés dans ma thèse. Nous avons d'abord démontré en étudiant 92 patients avec un lymphome B à grandes cellules que 14 patients (15%) considérés positifs sur l'analyse visuelle du FDG-TEP après deux cycles de chimiothérapie, auraient pu être reclassés comme des bons répondeurs si le pourcentage de réduction du SUVmax avait été mesuré. Dans un sous groupe de 80 patients, une deuxième étude a permis de montrer qu'après 4 cycles, l'analyse visuelle et l'analyse semi-quantitative SUV étaient équivalentes. Nous avons ensuite développé un protocole d'IRM fonctionnelle corps entier, utilisant une injection dynamique de Gadolinium et 5 stations d'acquisition. Cela a permis de mesurer les courbes signal-temps du rehaussement de la moelle osseuse et des lésions focales. Notre étude a permis d'optimiser un protocole d'imagerie dynamique corps entier après injection de Gadolinium, et de montrer que nous avions pu explorer avec succès 21 patients présentant un myélome multiple sous traitement, nous avons montré que cette nouvelle méthode d'IRM fonctionnelle corps entier avec injection de Gadolinium pouvait être utilisée pour évaluer la réponse du traitement. De plus, cette technique a aidé à détecter les lésions résiduelles actives de myélome après traitement alors qu'aucun signe clinique ou une immunoglobine monoclonale minime n'était présent. Le troisième aspect a été d'optimiser un protocole d'IRM fonctionnelle corps entier utilisant l'imagerie de diffusion avec asservissement respiratoire. Le but est de pouvoir mesurer le coefficient de diffusion apprent des lésions disséminées. L'étude pilote a été réalisée chez 15 patients avec un lymphome B à grandes cellules avant traitement. Nous avons aussi pu montrer les changements d'ADC après 4 cycles de chimiothérapie en considérant l'imagerie FDG-TEP/scanner comme imagerie de référence / Three components regarding whole-body functional imaging in lymphoid malignancies have been studies in this thesis. We first demonstrated retrospectively in a series of 92 patients with diffuse large B-cell lymphoma (DLBCL) that 14 patients (15%) considered as positive on visual analysis on FDG-PET after only 2 cycles of chemotherapy could have been correctly re-classified as good responders by measuring the percentage reduction of maximum standardized uptake value (SUVmax); in a subgroup of 80 patients, SUV-based assessment was equivalent to visual analysis at 4 cycles for patient outcome prediction. We secondly developed a whole-body 5-station dynamic contrast- enhanced MR protocol and time-signal intensity curves for the bone marrow and the focal lesions were successfully obtaines in 21 patients with plasma cell disorders included in the feasibility study; later in a pilot prospective study with 30 patients with multiple myeloma who received systemic therapy, we showed that this novel whole-body functional MR technique can be used to assess treatment response and helps to delect residual active disease after completion of therapy when clinically no or only minimum monoclonal protein can be identified. We thirdly optimized a whole-body diffusion-weighted MR protocol with respiratory gating in order to determine apparent diffusion coefficient (ADC) value on a whole-body scale. Pilot study was performed in 15 patients with DLBCL for both staging and response assessment at 4 cycles of chemotherapy, with FDG PET/CT as the standard of reference
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A Quantitative Manganese-Enhanced MRI Method For In Vivo Assessment Of L-Type Calcium Channel Activity In HeartLi, Wen 15 April 2011 (has links)
No description available.
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